{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Image Captioning with LSTMs\n",
    "In the previous exercise you implemented a vanilla RNN and applied it to image captioning. In this notebook you will implement the LSTM update rule and use it for image captioning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# As usual, a bit of setup\n",
    "from __future__ import print_function\n",
    "import time, os, json\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from cs231n.gradient_check import eval_numerical_gradient, eval_numerical_gradient_array\n",
    "from cs231n.rnn_layers import *\n",
    "from cs231n.captioning_solver import CaptioningSolver\n",
    "from cs231n.classifiers.rnn import CaptioningRNN\n",
    "from cs231n.coco_utils import load_coco_data, sample_coco_minibatch, decode_captions\n",
    "from cs231n.image_utils import image_from_url\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# for auto-reloading external modules\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "def rel_error(x, y):\n",
    "    \"\"\" returns relative error \"\"\"\n",
    "    return np.max(np.abs(x - y) / (np.maximum(1e-8, np.abs(x) + np.abs(y))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load MS-COCO data\n",
    "As in the previous notebook, we will use the Microsoft COCO dataset for captioning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_captions <class 'numpy.ndarray'> (400135, 17) int32\n",
      "train_image_idxs <class 'numpy.ndarray'> (400135,) int32\n",
      "val_captions <class 'numpy.ndarray'> (195954, 17) int32\n",
      "val_image_idxs <class 'numpy.ndarray'> (195954,) int32\n",
      "train_features <class 'numpy.ndarray'> (82783, 512) float32\n",
      "val_features <class 'numpy.ndarray'> (40504, 512) float32\n",
      "idx_to_word <class 'list'> 1004\n",
      "word_to_idx <class 'dict'> 1004\n",
      "train_urls <class 'numpy.ndarray'> (82783,) <U63\n",
      "val_urls <class 'numpy.ndarray'> (40504,) <U63\n"
     ]
    }
   ],
   "source": [
    "# Load COCO data from disk; this returns a dictionary\n",
    "# We'll work with dimensionality-reduced features for this notebook, but feel\n",
    "# free to experiment with the original features by changing the flag below.\n",
    "data = load_coco_data(pca_features=True)\n",
    "\n",
    "# Print out all the keys and values from the data dictionary\n",
    "for k, v in data.items():\n",
    "    if type(v) == np.ndarray:\n",
    "        print(k, type(v), v.shape, v.dtype)\n",
    "    else:\n",
    "        print(k, type(v), len(v))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM\n",
    "If you read recent papers, you'll see that many people use a variant on the vanialla RNN called Long-Short Term Memory (LSTM) RNNs. Vanilla RNNs can be tough to train on long sequences due to vanishing and exploding gradiants caused by repeated matrix multiplication. LSTMs solve this problem by replacing the simple update rule of the vanilla RNN with a gating mechanism as follows.\n",
    "\n",
    "Similar to the vanilla RNN, at each timestep we receive an input $x_t\\in\\mathbb{R}^D$ and the previous hidden state $h_{t-1}\\in\\mathbb{R}^H$; the LSTM also maintains an $H$-dimensional *cell state*, so we also receive the previous cell state $c_{t-1}\\in\\mathbb{R}^H$. The learnable parameters of the LSTM are an *input-to-hidden* matrix $W_x\\in\\mathbb{R}^{4H\\times D}$, a *hidden-to-hidden* matrix $W_h\\in\\mathbb{R}^{4H\\times H}$ and a *bias vector* $b\\in\\mathbb{R}^{4H}$.\n",
    "\n",
    "At each timestep we first compute an *activation vector* $a\\in\\mathbb{R}^{4H}$ as $a=W_xx_t + W_hh_{t-1}+b$. We then divide this into four vectors $a_i,a_f,a_o,a_g\\in\\mathbb{R}^H$ where $a_i$ consists of the first $H$ elements of $a$, $a_f$ is the next $H$ elements of $a$, etc. We then compute the *input gate* $g\\in\\mathbb{R}^H$, *forget gate* $f\\in\\mathbb{R}^H$, *output gate* $o\\in\\mathbb{R}^H$ and *block input* $g\\in\\mathbb{R}^H$ as\n",
    "\n",
    "$$\n",
    "\\begin{align*}\n",
    "i = \\sigma(a_i) \\hspace{2pc}\n",
    "f = \\sigma(a_f) \\hspace{2pc}\n",
    "o = \\sigma(a_o) \\hspace{2pc}\n",
    "g = \\tanh(a_g)\n",
    "\\end{align*}\n",
    "$$\n",
    "\n",
    "where $\\sigma$ is the sigmoid function and $\\tanh$ is the hyperbolic tangent, both applied elementwise.\n",
    "\n",
    "Finally we compute the next cell state $c_t$ and next hidden state $h_t$ as\n",
    "\n",
    "$$\n",
    "c_{t} = f\\odot c_{t-1} + i\\odot g \\hspace{4pc}\n",
    "h_t = o\\odot\\tanh(c_t)\n",
    "$$\n",
    "\n",
    "where $\\odot$ is the elementwise product of vectors.\n",
    "\n",
    "In the rest of the notebook we will implement the LSTM update rule and apply it to the image captioning task. \n",
    "\n",
    "In the code, we assume that data is stored in batches so that $X_t \\in \\mathbb{R}^{N\\times D}$, and will work with *transposed* versions of the parameters: $W_x \\in \\mathbb{R}^{D \\times 4H}$, $W_h \\in \\mathbb{R}^{H\\times 4H}$ so that activations $A \\in \\mathbb{R}^{N\\times 4H}$ can be computed efficiently as $A = X_t W_x + H_{t-1} W_h$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM: step forward\n",
    "Implement the forward pass for a single timestep of an LSTM in the `lstm_step_forward` function in the file `cs231n/rnn_layers.py`. This should be similar to the `rnn_step_forward` function that you implemented above, but using the LSTM update rule instead.\n",
    "\n",
    "Once you are done, run the following to perform a simple test of your implementation. You should see errors around `1e-8` or less."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "next_h error:  5.70541319671e-09\n",
      "next_c error:  5.81431230888e-09\n"
     ]
    }
   ],
   "source": [
    "N, D, H = 3, 4, 5\n",
    "x = np.linspace(-0.4, 1.2, num=N*D).reshape(N, D)\n",
    "prev_h = np.linspace(-0.3, 0.7, num=N*H).reshape(N, H)\n",
    "prev_c = np.linspace(-0.4, 0.9, num=N*H).reshape(N, H)\n",
    "Wx = np.linspace(-2.1, 1.3, num=4*D*H).reshape(D, 4 * H)\n",
    "Wh = np.linspace(-0.7, 2.2, num=4*H*H).reshape(H, 4 * H)\n",
    "b = np.linspace(0.3, 0.7, num=4*H)\n",
    "\n",
    "next_h, next_c, cache = lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)\n",
    "\n",
    "expected_next_h = np.asarray([\n",
    "    [ 0.24635157,  0.28610883,  0.32240467,  0.35525807,  0.38474904],\n",
    "    [ 0.49223563,  0.55611431,  0.61507696,  0.66844003,  0.7159181 ],\n",
    "    [ 0.56735664,  0.66310127,  0.74419266,  0.80889665,  0.858299  ]])\n",
    "expected_next_c = np.asarray([\n",
    "    [ 0.32986176,  0.39145139,  0.451556,    0.51014116,  0.56717407],\n",
    "    [ 0.66382255,  0.76674007,  0.87195994,  0.97902709,  1.08751345],\n",
    "    [ 0.74192008,  0.90592151,  1.07717006,  1.25120233,  1.42395676]])\n",
    "\n",
    "print('next_h error: ', rel_error(expected_next_h, next_h))\n",
    "print('next_c error: ', rel_error(expected_next_c, next_c))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM: step backward\n",
    "Implement the backward pass for a single LSTM timestep in the function `lstm_step_backward` in the file `cs231n/rnn_layers.py`. Once you are done, run the following to perform numeric gradient checking on your implementation. You should see errors around `1e-6` or less."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dx error:  6.33503225443e-10\n",
      "dh error:  3.39637740906e-10\n",
      "dc error:  1.5221723979e-10\n",
      "dWx error:  2.10109609346e-09\n",
      "dWh error:  9.71229610994e-08\n",
      "db error:  2.49152204193e-10\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(231)\n",
    "\n",
    "N, D, H = 4, 5, 6\n",
    "x = np.random.randn(N, D)\n",
    "prev_h = np.random.randn(N, H)\n",
    "prev_c = np.random.randn(N, H)\n",
    "Wx = np.random.randn(D, 4 * H)\n",
    "Wh = np.random.randn(H, 4 * H)\n",
    "b = np.random.randn(4 * H)\n",
    "\n",
    "next_h, next_c, cache = lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)\n",
    "\n",
    "dnext_h = np.random.randn(*next_h.shape)\n",
    "dnext_c = np.random.randn(*next_c.shape)\n",
    "\n",
    "fx_h = lambda x: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[0]\n",
    "fh_h = lambda h: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[0]\n",
    "fc_h = lambda c: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[0]\n",
    "fWx_h = lambda Wx: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[0]\n",
    "fWh_h = lambda Wh: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[0]\n",
    "fb_h = lambda b: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[0]\n",
    "\n",
    "fx_c = lambda x: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[1]\n",
    "fh_c = lambda h: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[1]\n",
    "fc_c = lambda c: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[1]\n",
    "fWx_c = lambda Wx: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[1]\n",
    "fWh_c = lambda Wh: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[1]\n",
    "fb_c = lambda b: lstm_step_forward(x, prev_h, prev_c, Wx, Wh, b)[1]\n",
    "\n",
    "num_grad = eval_numerical_gradient_array\n",
    "\n",
    "dx_num = num_grad(fx_h, x, dnext_h) + num_grad(fx_c, x, dnext_c)\n",
    "dh_num = num_grad(fh_h, prev_h, dnext_h) + num_grad(fh_c, prev_h, dnext_c)\n",
    "dc_num = num_grad(fc_h, prev_c, dnext_h) + num_grad(fc_c, prev_c, dnext_c)\n",
    "dWx_num = num_grad(fWx_h, Wx, dnext_h) + num_grad(fWx_c, Wx, dnext_c)\n",
    "dWh_num = num_grad(fWh_h, Wh, dnext_h) + num_grad(fWh_c, Wh, dnext_c)\n",
    "db_num = num_grad(fb_h, b, dnext_h) + num_grad(fb_c, b, dnext_c)\n",
    "\n",
    "dx, dh, dc, dWx, dWh, db = lstm_step_backward(dnext_h, dnext_c, cache)\n",
    "\n",
    "print('dx error: ', rel_error(dx_num, dx))\n",
    "print('dh error: ', rel_error(dh_num, dh))\n",
    "print('dc error: ', rel_error(dc_num, dc))\n",
    "print('dWx error: ', rel_error(dWx_num, dWx))\n",
    "print('dWh error: ', rel_error(dWh_num, dWh))\n",
    "print('db error: ', rel_error(db_num, db))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM: forward\n",
    "In the function `lstm_forward` in the file `cs231n/rnn_layers.py`, implement the `lstm_forward` function to run an LSTM forward on an entire timeseries of data.\n",
    "\n",
    "When you are done, run the following to check your implementation. You should see an error around `1e-7`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "h error:  8.61053745211e-08\n"
     ]
    }
   ],
   "source": [
    "N, D, H, T = 2, 5, 4, 3\n",
    "x = np.linspace(-0.4, 0.6, num=N*T*D).reshape(N, T, D)\n",
    "h0 = np.linspace(-0.4, 0.8, num=N*H).reshape(N, H)\n",
    "Wx = np.linspace(-0.2, 0.9, num=4*D*H).reshape(D, 4 * H)\n",
    "Wh = np.linspace(-0.3, 0.6, num=4*H*H).reshape(H, 4 * H)\n",
    "b = np.linspace(0.2, 0.7, num=4*H)\n",
    "\n",
    "h, cache = lstm_forward(x, h0, Wx, Wh, b)\n",
    "\n",
    "expected_h = np.asarray([\n",
    " [[ 0.01764008,  0.01823233,  0.01882671,  0.0194232 ],\n",
    "  [ 0.11287491,  0.12146228,  0.13018446,  0.13902939],\n",
    "  [ 0.31358768,  0.33338627,  0.35304453,  0.37250975]],\n",
    " [[ 0.45767879,  0.4761092,   0.4936887,   0.51041945],\n",
    "  [ 0.6704845,   0.69350089,  0.71486014,  0.7346449 ],\n",
    "  [ 0.81733511,  0.83677871,  0.85403753,  0.86935314]]])\n",
    "\n",
    "print('h error: ', rel_error(expected_h, h))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM: backward\n",
    "Implement the backward pass for an LSTM over an entire timeseries of data in the function `lstm_backward` in the file `cs231n/rnn_layers.py`. When you are done, run the following to perform numeric gradient checking on your implementation. You should see errors around `1e-7` or less."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dx error:  7.83850309428e-09\n",
      "dh0 error:  2.46909258008e-08\n",
      "dWx error:  4.74833660383e-09\n",
      "dWh error:  1.04244083148e-06\n",
      "db error:  1.9152724139e-09\n"
     ]
    }
   ],
   "source": [
    "from cs231n.rnn_layers import lstm_forward, lstm_backward\n",
    "np.random.seed(231)\n",
    "\n",
    "N, D, T, H = 2, 3, 10, 6\n",
    "\n",
    "x = np.random.randn(N, T, D)\n",
    "h0 = np.random.randn(N, H)\n",
    "Wx = np.random.randn(D, 4 * H)\n",
    "Wh = np.random.randn(H, 4 * H)\n",
    "b = np.random.randn(4 * H)\n",
    "\n",
    "out, cache = lstm_forward(x, h0, Wx, Wh, b)\n",
    "\n",
    "dout = np.random.randn(*out.shape)\n",
    "\n",
    "dx, dh0, dWx, dWh, db = lstm_backward(dout, cache)\n",
    "\n",
    "fx = lambda x: lstm_forward(x, h0, Wx, Wh, b)[0]\n",
    "fh0 = lambda h0: lstm_forward(x, h0, Wx, Wh, b)[0]\n",
    "fWx = lambda Wx: lstm_forward(x, h0, Wx, Wh, b)[0]\n",
    "fWh = lambda Wh: lstm_forward(x, h0, Wx, Wh, b)[0]\n",
    "fb = lambda b: lstm_forward(x, h0, Wx, Wh, b)[0]\n",
    "\n",
    "dx_num = eval_numerical_gradient_array(fx, x, dout)\n",
    "dh0_num = eval_numerical_gradient_array(fh0, h0, dout)\n",
    "dWx_num = eval_numerical_gradient_array(fWx, Wx, dout)\n",
    "dWh_num = eval_numerical_gradient_array(fWh, Wh, dout)\n",
    "db_num = eval_numerical_gradient_array(fb, b, dout)\n",
    "\n",
    "print('dx error: ', rel_error(dx_num, dx))\n",
    "print('dh0 error: ', rel_error(dh0_num, dh0))\n",
    "print('dWx error: ', rel_error(dWx_num, dWx))\n",
    "print('dWh error: ', rel_error(dWh_num, dWh))\n",
    "print('db error: ', rel_error(db_num, db))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM captioning model\n",
    "\n",
    "Now that you have implemented an LSTM, update the implementation of the `loss` method of the `CaptioningRNN` class in the file `cs231n/classifiers/rnn.py` to handle the case where `self.cell_type` is `lstm`. This should require adding less than 10 lines of code.\n",
    "\n",
    "Once you have done so, run the following to check your implementation. You should see a difference of less than `1e-10`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss:  9.82445935443\n",
      "expected loss:  9.82445935443\n",
      "difference:  2.26130225656e-12\n"
     ]
    }
   ],
   "source": [
    "N, D, W, H = 10, 20, 30, 40\n",
    "word_to_idx = {'<NULL>': 0, 'cat': 2, 'dog': 3}\n",
    "V = len(word_to_idx)\n",
    "T = 13\n",
    "\n",
    "model = CaptioningRNN(word_to_idx,\n",
    "          input_dim=D,\n",
    "          wordvec_dim=W,\n",
    "          hidden_dim=H,\n",
    "          cell_type='lstm',\n",
    "          dtype=np.float64)\n",
    "\n",
    "# Set all model parameters to fixed values\n",
    "for k, v in model.params.items():\n",
    "  model.params[k] = np.linspace(-1.4, 1.3, num=v.size).reshape(*v.shape)\n",
    "\n",
    "features = np.linspace(-0.5, 1.7, num=N*D).reshape(N, D)\n",
    "captions = (np.arange(N * T) % V).reshape(N, T)\n",
    "\n",
    "loss, grads = model.loss(features, captions)\n",
    "expected_loss = 9.82445935443\n",
    "\n",
    "print('loss: ', loss)\n",
    "print('expected loss: ', expected_loss)\n",
    "print('difference: ', abs(loss - expected_loss))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overfit LSTM captioning model\n",
    "Run the following to overfit an LSTM captioning model on the same small dataset as we used for the RNN previously. You should see losses less than 0.5."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(Iteration 1 / 100) loss: 79.551150\n",
      "(Iteration 11 / 100) loss: 43.829100\n",
      "(Iteration 21 / 100) loss: 30.062621\n",
      "(Iteration 31 / 100) loss: 14.020056\n",
      "(Iteration 41 / 100) loss: 6.004359\n",
      "(Iteration 51 / 100) loss: 1.848828\n",
      "(Iteration 61 / 100) loss: 0.638624\n",
      "(Iteration 71 / 100) loss: 0.282397\n",
      "(Iteration 81 / 100) loss: 0.237193\n",
      "(Iteration 91 / 100) loss: 0.128203\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc00def0f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(231)\n",
    "\n",
    "small_data = load_coco_data(max_train=50)\n",
    "\n",
    "small_lstm_model = CaptioningRNN(\n",
    "          cell_type='lstm',\n",
    "          word_to_idx=data['word_to_idx'],\n",
    "          input_dim=data['train_features'].shape[1],\n",
    "          hidden_dim=512,\n",
    "          wordvec_dim=256,\n",
    "          dtype=np.float32,\n",
    "        )\n",
    "\n",
    "small_lstm_solver = CaptioningSolver(small_lstm_model, small_data,\n",
    "           update_rule='adam',\n",
    "           num_epochs=50,\n",
    "           batch_size=25,\n",
    "           optim_config={\n",
    "             'learning_rate': 5e-3,\n",
    "           },\n",
    "           lr_decay=0.995,\n",
    "           verbose=True, print_every=10,\n",
    "         )\n",
    "\n",
    "small_lstm_solver.train()\n",
    "\n",
    "# Plot the training losses\n",
    "plt.plot(small_lstm_solver.loss_history)\n",
    "plt.xlabel('Iteration')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Training loss history')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LSTM test-time sampling\n",
    "Modify the `sample` method of the `CaptioningRNN` class to handle the case where `self.cell_type` is `lstm`. This should take fewer than 10 lines of code.\n",
    "\n",
    "When you are done run the following to sample from your overfit LSTM model on some training and validation set samples."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f290cf0ef98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f290cee7f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f290ce87588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f290ce3a908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for split in ['train', 'val']:\n",
    "    minibatch = sample_coco_minibatch(small_data, split=split, batch_size=2)\n",
    "    gt_captions, features, urls = minibatch\n",
    "    gt_captions = decode_captions(gt_captions, data['idx_to_word'])\n",
    "\n",
    "    sample_captions = small_lstm_model.sample(features)\n",
    "    sample_captions = decode_captions(sample_captions, data['idx_to_word'])\n",
    "\n",
    "    for gt_caption, sample_caption, url in zip(gt_captions, sample_captions, urls):\n",
    "        plt.imshow(image_from_url(url))\n",
    "        plt.title('%s\\n%s\\nGT:%s' % (split, sample_caption, gt_caption))\n",
    "        plt.axis('off')\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Extra Credit: Train a good captioning model!\n",
    "Using the pieces you have implemented in this and the previous notebook, try to train a captioning model that gives decent qualitative results (better than the random garbage you saw with the overfit models) when sampling on the validation set. You can subsample the training set if you want; we just want to see samples on the validation set that are better than random.\n",
    "\n",
    "In addition to qualitatively evaluating your model by inspecting its results, you can also quantitatively evaluate your model using the BLEU unigram precision metric. We'll give you a small amount of extra credit if you can train a model that achieves a BLEU unigram score of >0.3. BLEU scores range from 0 to 1; the closer to 1, the better. Here's a reference to the [paper](http://www.aclweb.org/anthology/P02-1040.pdf) that introduces BLEU if you're interested in learning more about how it works.\n",
    "\n",
    "Feel free to use PyTorch or TensorFlow for this section if you'd like to train faster on a GPU... though you can definitely get above 0.3 using your Numpy code. We're providing you the evaluation code that is compatible with the Numpy model as defined above... you should be able to adapt it for TensorFlow/PyTorch if you go that route."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import nltk\n",
    "def BLEU_score(gt_caption, sample_caption):\n",
    "    \"\"\"\n",
    "    gt_caption: string, ground-truth caption\n",
    "    sample_caption: string, your model's predicted caption\n",
    "    Returns unigram BLEU score.\n",
    "    \"\"\"\n",
    "    reference = [x for x in gt_caption.split(' ') \n",
    "                 if ('<END>' not in x and '<START>' not in x and '<UNK>' not in x)]\n",
    "    hypothesis = [x for x in sample_caption.split(' ') \n",
    "                  if ('<END>' not in x and '<START>' not in x and '<UNK>' not in x)]\n",
    "    BLEUscore = nltk.translate.bleu_score.sentence_bleu([reference], hypothesis, weights = [1])\n",
    "    return BLEUscore\n",
    "\n",
    "def evaluate_model(model):\n",
    "    \"\"\"\n",
    "    model: CaptioningRNN model\n",
    "    Prints unigram BLEU score averaged over 1000 training and val examples.\n",
    "    \"\"\"\n",
    "    BLEUscores={}\n",
    "    for split in ['train', 'val']:\n",
    "        minibatch = sample_coco_minibatch(small_data, split=split, batch_size=1000)\n",
    "        gt_captions, features, urls = minibatch\n",
    "        gt_captions = decode_captions(gt_captions, data['idx_to_word'])\n",
    "\n",
    "        sample_captions = model.sample(features)\n",
    "        sample_captions = decode_captions(sample_captions, data['idx_to_word'])\n",
    "\n",
    "        total_score = 0.0\n",
    "        for gt_caption, sample_caption, url in zip(gt_captions, sample_captions, urls):\n",
    "            total_score += BLEU_score(gt_caption, sample_caption)\n",
    "\n",
    "        BLEUscores[split] = total_score / len(sample_captions)\n",
    "\n",
    "    for split in BLEUscores:\n",
    "        print('Average BLEU score for %s: %f' % (split, BLEUscores[split]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Numpy version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(Iteration 1 / 1550) loss: 76.552727\n",
      "(Iteration 901 / 1550) loss: 25.993553\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f86e029a0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(231)\n",
    "\n",
    "small_data = load_coco_data(max_train=2000)\n",
    "\n",
    "small_lstm_model = CaptioningRNN(\n",
    "          cell_type='lstm',\n",
    "          word_to_idx=data['word_to_idx'],\n",
    "          input_dim=data['train_features'].shape[1],\n",
    "          hidden_dim=32,\n",
    "          wordvec_dim=512,\n",
    "          dtype=np.float32,\n",
    "        )\n",
    "\n",
    "small_lstm_solver = CaptioningSolver(small_lstm_model, small_data,\n",
    "           update_rule='adam',\n",
    "           num_epochs=50,\n",
    "           batch_size=64,\n",
    "           optim_config={\n",
    "             'learning_rate': 6e-3,\n",
    "           },\n",
    "           lr_decay=0.997,\n",
    "           verbose=True, print_every=900,\n",
    "         )\n",
    "\n",
    "small_lstm_solver.train()\n",
    "\n",
    "# Plot the training losses\n",
    "plt.plot(small_lstm_solver.loss_history)\n",
    "plt.xlabel('Iteration')\n",
    "plt.ylabel('Loss')\n",
    "plt.title('Training loss history')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average BLEU score for train: 0.246597\n",
      "Average BLEU score for val: 0.235498\n"
     ]
    }
   ],
   "source": [
    "#1. 0.2343 0.228745\n",
    "# max_train=10000\n",
    "# hidden_dim=256\n",
    "# wordvec_dim=256\n",
    "# num_epochs=50\n",
    "# batch_size=25,\n",
    "# 'learning_rate': 5e-3,lr_decay=0.997\n",
    "\n",
    "#2. 0.887572 0.206593\n",
    "# max_train=1000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=128\n",
    "# num_epochs=40\n",
    "# batch_size=25,\n",
    "# 'learning_rate': 5e-3,lr_decay=0.995\n",
    "\n",
    "#3. 0.883221 0.209293\n",
    "# max_train=1000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=128\n",
    "# num_epochs=40\n",
    "# batch_size=32,\n",
    "# 'learning_rate': 5e-3,lr_decay=0.999\n",
    "\n",
    "#4. 0.746274 0.199869\n",
    "# max_train=1000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=128\n",
    "# num_epochs=40\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 7e-3,lr_decay=0.999\n",
    "\n",
    "#5. 0.466034 0.186146\n",
    "# max_train=1000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=128\n",
    "# num_epochs=60\n",
    "# batch_size=32,\n",
    "# 'learning_rate': 1e-2,lr_decay=0.999\n",
    "\n",
    "#6. 0.237699 0.207518\n",
    "# max_train=3000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=256\n",
    "# num_epochs=60\n",
    "# batch_size=32,\n",
    "# 'learning_rate': 1e-2,lr_decay=0.999\n",
    "\n",
    "#7. 0.325191 0.207811\n",
    "# max_train=3000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=256\n",
    "# num_epochs=60\n",
    "# batch_size=32,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.996\n",
    "\n",
    "#8. 0.525292 0.221865\n",
    "# max_train=3000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 7e-3,lr_decay=0.996\n",
    "\n",
    "#9. 0.438769 0.205630\n",
    "# max_train=2000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=32,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.997\n",
    "\n",
    "#10. 0.605007 0.211052\n",
    "# max_train=2000\n",
    "# hidden_dim=128\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.997\n",
    "\n",
    "#11. 0.828024 0.211183\n",
    "# max_train=2000\n",
    "# hidden_dim=256\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.997\n",
    "\n",
    "#13. 0.314246 0.213433\n",
    "# max_train=2000\n",
    "# hidden_dim=64\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.997\n",
    "\n",
    "#13. 0.241471 0.218103\n",
    "# max_train=2000\n",
    "# hidden_dim=32\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.997\n",
    "\n",
    "#14. 0.261931 0.238664\n",
    "# max_train=2000\n",
    "# hidden_dim=32\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.997\n",
    "\n",
    "#15. 0.223981 0.210610\n",
    "# max_train=5000\n",
    "# hidden_dim=32\n",
    "# wordvec_dim=512\n",
    "# num_epochs=50\n",
    "# batch_size=64,\n",
    "# 'learning_rate': 6e-3,lr_decay=0.997\n",
    "evaluate_model(small_lstm_model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Use tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Define hyperparamters \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_model(session,model,predict,epochs=1, batch_size=64, print_every=100,plot_losses=False):\n",
    "\n",
    "    # counter \n",
    "    iter_cnt = 0\n",
    "    for e in range(epochs):\n",
    "        # keep track of losses and accuracy\n",
    "        correct = 0\n",
    "        losses = []\n",
    "        # make sure we iterate over the dataset once\n",
    "        for i in range(int(math.ceil(Xd.shape[0]/batch_size))):\n",
    "            # generate indicies for the batch\n",
    "            start_idx = (i*batch_size)%Xd.shape[0]\n",
    "            idx = train_indicies[start_idx:start_idx+batch_size]\n",
    "            \n",
    "            # create a feed dictionary for this batch\n",
    "            feed_dict = {X: Xd[idx,:],\n",
    "                         y: yd[idx],\n",
    "                         is_training: training_now }\n",
    "            # get batch size\n",
    "            actual_batch_size = yd[idx].shape[0]\n",
    "            \n",
    "            # have tensorflow compute loss and correct predictions\n",
    "            # and (if given) perform a training step\n",
    "            loss, corr, _ = session.run(variables,feed_dict=feed_dict)\n",
    "            \n",
    "            # aggregate performance stats\n",
    "            losses.append(loss*actual_batch_size)\n",
    "            correct += np.sum(corr)\n",
    "            \n",
    "            # print every now and then\n",
    "            if iter_cnt % print_every == 0:\n",
    "                print(\"Iteration {0}: with minibatch training loss = {1:.3g} and accuracy of {2:.2g}\"\\\n",
    "                      .format(iter_cnt,loss,np.sum(corr)/actual_batch_size))\n",
    "            iter_cnt += 1\n",
    "        total_correct = correct/Xd.shape[0]\n",
    "        total_loss = np.sum(losses)/Xd.shape[0]\n",
    "        print(\"Epoch {2}, Overall loss = {0:.3g} and accuracy of {1:.3g}\"\\\n",
    "              .format(total_loss,total_correct,e+1))\n",
    "        if plot_losses:\n",
    "            plt.plot(losses)\n",
    "            plt.grid(True)\n",
    "            plt.title('Epoch {} Loss'.format(e+1))\n",
    "            plt.xlabel('minibatch number')\n",
    "            plt.ylabel('minibatch loss')\n",
    "            plt.show()\n",
    "    return total_loss,total_correct\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    with tf.device(\"/gpu:0\"): #\"/cpu:0\" or \"/gpu:0\" \n",
    "        sess.run(tf.global_variables_initializer())\n",
    "        print('Training')\n",
    "        run_model(sess,y_out,mean_loss,X_train,y_train,1,64,100,train_step,True)\n",
    "        print('Validation')\n",
    "        run_model(sess,y_out,mean_loss,X_val,y_val,1,64)"
   ]
  }
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